Profiling Report

Dataset statistics

Number of variables	16
Number of observations	5854
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.1 MiB
Average record size in memory	190.1 B

Variable types

Text	1
Numeric	14
Categorical	1

Alerts

`danceability` is highly overall correlated with `valence`	High correlation
`energy` is highly overall correlated with `loudness` and 1 other fields	High correlation
`valence` is highly overall correlated with `danceability`	High correlation
`loudness` is highly overall correlated with `energy` and 2 other fields	High correlation
`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`popularity` is highly overall correlated with `loudness`	High correlation
`artist_id` has unique values	Unique
`key` has 673 (11.5%) zeros	Zeros
`instrumentalness` has 481 (8.2%) zeros	Zeros

Reproduction

Analysis started	2023-11-17 01:04:39.591778
Analysis finished	2023-11-17 01:05:12.119367
Duration	32.53 seconds
Software version	ydata-profiling vv4.6.0
Download configuration	config.json

artist_name
Text

Distinct	5810
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Memory size	400.9 KiB

Length

Max length	46
Median length	37
Mean length	12.129655
Min length	1

Characters and Unicode

Total characters	71007
Distinct characters	101
Distinct categories	17 ?
Distinct scripts	2 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5769 ?
Unique (%)	98.5%

Sample

1st row	Frank Sinatra
2nd row	Vladimir Horowitz
3rd row	Johnny Cash
4th row	Billie Holiday
5th row	Bob Dylan

Value	Count	Frequency (%)
the	716	6.0%
	136	1.1%
of	67	0.6%
john	62	0.5%
band	42	0.4%
johnny	37	0.3%
james	37	0.3%
joe	36	0.3%
paul	35	0.3%
david	32	0.3%
Other values (6549)	10732	89.9%

Most occurring characters

Value	Count	Frequency (%)
e	6913	9.7%
	6078	8.6%
a	5302	7.5%
n	4315	6.1%
r	4218	5.9%
o	4113	5.8%
i	4049	5.7%
l	3213	4.5%
s	3035	4.3%
t	2839	4.0%
Other values (91)	26932	37.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	52062	73.3%
Uppercase Letter	12067	17.0%
Space Separator	6078	8.6%
Other Punctuation	474	0.7%
Decimal Number	132	0.2%
Dash Punctuation	62	0.1%
Other Symbol	50	0.1%
Other Number	27	< 0.1%
Format	21	< 0.1%
Currency Symbol	10	< 0.1%
Other values (7)	24	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
T	1169	9.7%
B	1023	8.5%
S	999	8.3%
M	907	7.5%
C	904	7.5%
J	678	5.6%
R	615	5.1%
D	613	5.1%
L	582	4.8%
A	570	4.7%
Other values (17)	4007	33.2%

Lowercase Letter

Value	Count	Frequency (%)
e	6913	13.3%
a	5302	10.2%
n	4315	8.3%
r	4218	8.1%
o	4113	7.9%
i	4049	7.8%
l	3213	6.2%
s	3035	5.8%
t	2839	5.5%
h	2307	4.4%
Other values (16)	11758	22.6%

Other Punctuation

Value	Count	Frequency (%)
.	156	32.9%
&	134	28.3%
'	67	14.1%
"	38	8.0%
¡	19	4.0%
,	19	4.0%
!	16	3.4%
¶	6	1.3%
/	6	1.3%
*	5	1.1%
Other values (5)	8	1.7%

Decimal Number

Value	Count	Frequency (%)
0	22	16.7%
1	21	15.9%
2	19	14.4%
5	15	11.4%
3	13	9.8%
4	12	9.1%
7	10	7.6%
9	8	6.1%
8	6	4.5%
6	6	4.5%

Currency Symbol

Value	Count	Frequency (%)
£	5	50.0%
¤	2	20.0%
¢	2	20.0%
$	1	10.0%

Modifier Symbol

Value	Count	Frequency (%)
¸	3	37.5%
´	2	25.0%
¯	2	25.0%
˜	1	12.5%

Dash Punctuation

Value	Count	Frequency (%)
-	61	98.4%
–	1	1.6%

Other Number

Value	Count	Frequency (%)
³	23	85.2%
¼	4	14.8%

Math Symbol

Value	Count	Frequency (%)
±	4	80.0%
+	1	20.0%

Initial Punctuation

Value	Count	Frequency (%)
«	2	66.7%
“	1	33.3%

Space Separator

Value	Count	Frequency (%)
	6078	100.0%

Other Symbol

Value	Count	Frequency (%)
©	50	100.0%

Format

Value	Count	Frequency (%)
	21	100.0%

Other Letter

Value	Count	Frequency (%)
º	3	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Control

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	64132	90.3%
Common	6875	9.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	6913	10.8%
a	5302	8.3%
n	4315	6.7%
r	4218	6.6%
o	4113	6.4%
i	4049	6.3%
l	3213	5.0%
s	3035	4.7%
t	2839	4.4%
h	2307	3.6%
Other values (44)	23828	37.2%

Common

Value	Count	Frequency (%)
	6078	88.4%
.	156	2.3%
&	134	1.9%
'	67	1.0%
-	61	0.9%
©	50	0.7%
"	38	0.6%
³	23	0.3%
0	22	0.3%
	21	0.3%
Other values (37)	225	3.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70695	99.6%
None	307	0.4%
Punctuation	4	< 0.1%
Modifier Letters	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	6913	9.8%
	6078	8.6%
a	5302	7.5%
n	4315	6.1%
r	4218	6.0%
o	4113	5.8%
i	4049	5.7%
l	3213	4.5%
s	3035	4.3%
t	2839	4.0%
Other values (68)	26620	37.7%

None

Value	Count	Frequency (%)
Ã	156	50.8%
©	50	16.3%
³	23	7.5%
	21	6.8%
¡	19	6.2%
¶	6	2.0%
£	5	1.6%
±	4	1.3%
¼	4	1.3%
º	3	1.0%
Other values (9)	16	5.2%

Punctuation

Value	Count	Frequency (%)
‰	2	50.0%
“	1	25.0%
–	1	25.0%

Modifier Letters

Value	Count	Frequency (%)
˜	1	100.0%

artist_id
Real number (ℝ)

UNIQUE

Distinct	5854
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	588858.8

Minimum	74
Maximum	3670556
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	74
5-th percentile	31917.9
Q1	169491.5
median	444068.5
Q3	785732.5
95-th percentile	2135968.1
Maximum	3670556
Range	3670482
Interquartile range (IQR)	616241

Descriptive statistics

Standard deviation	652206.11
Coefficient of variation (CV)	1.1075764
Kurtosis	7.4723454
Mean	588858.8
Median Absolute Deviation (MAD)	309027.5
Skewness	2.580991
Sum	3.4471794 × 10⁹
Variance	4.2537281 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
792507	1	< 0.1%
320470	1	< 0.1%
314050	1	< 0.1%
313899	1	< 0.1%
303422	1	< 0.1%
285693	1	< 0.1%
273105	1	< 0.1%
261309	1	< 0.1%
253232	1	< 0.1%
247545	1	< 0.1%
Other values (5844)	5844	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
74	1	< 0.1%
335	1	< 0.1%
441	1	< 0.1%
589	1	< 0.1%
1097	1	< 0.1%
1098	1	< 0.1%
1113	1	< 0.1%
1163	1	< 0.1%
1190	1	< 0.1%
1266	1	< 0.1%

Value	Count	Frequency (%)
3670556	1	< 0.1%
3661738	1	< 0.1%
3661296	1	< 0.1%
3659356	1	< 0.1%
3639618	1	< 0.1%
3637248	1	< 0.1%
3632715	1	< 0.1%
3606027	1	< 0.1%
3567510	1	< 0.1%
3559122	1	< 0.1%

danceability
Real number (ℝ)

HIGH CORRELATION

Distinct	4160
Distinct (%)	71.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54534133

Minimum	0.0804
Maximum	0.962
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	0.0804
5-th percentile	0.31288333
Q1	0.46024878
median	0.55013139
Q3	0.63695
95-th percentile	0.76064808
Maximum	0.962
Range	0.8816
Interquartile range (IQR)	0.17670122

Descriptive statistics

Standard deviation	0.13516578
Coefficient of variation (CV)	0.24785537
Kurtosis	0.072391068
Mean	0.54534133
Median Absolute Deviation (MAD)	0.088131385
Skewness	-0.23041969
Sum	3192.4281
Variance	0.018269788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.478	11	0.2%
0.562	10	0.2%
0.617	10	0.2%
0.582	10	0.2%
0.484	10	0.2%
0.458	9	0.2%
0.475	9	0.2%
0.587	9	0.2%
0.628	9	0.2%
0.547	8	0.1%
Other values (4150)	5759	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0804	1	< 0.1%
0.0811	1	< 0.1%
0.084	2	< 0.1%
0.0866	1	< 0.1%
0.0912	1	< 0.1%
0.096575	1	< 0.1%
0.105	1	< 0.1%
0.109	1	< 0.1%
0.1106	1	< 0.1%
0.114	1	< 0.1%

Value	Count	Frequency (%)
0.962	1	< 0.1%
0.928	1	< 0.1%
0.912	1	< 0.1%
0.908	1	< 0.1%
0.9075	1	< 0.1%
0.906	1	< 0.1%
0.903	1	< 0.1%
0.901	1	< 0.1%
0.898190476	1	< 0.1%
0.896	1	< 0.1%

energy
Real number (ℝ)

HIGH CORRELATION

Distinct	4484
Distinct (%)	76.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58545629

Minimum	0.00198
Maximum	0.9995
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	0.00198
5-th percentile	0.2079426
Q1	0.43
median	0.59848344
Q3	0.75131262
95-th percentile	0.92215729
Maximum	0.9995
Range	0.99752
Interquartile range (IQR)	0.32131262

Descriptive statistics

Standard deviation	0.21605258
Coefficient of variation (CV)	0.36903282
Kurtosis	-0.59909873
Mean	0.58545629
Median Absolute Deviation (MAD)	0.15981677
Skewness	-0.26686371
Sum	3427.2611
Variance	0.046678718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.43	10	0.2%
0.933	10	0.2%
0.587	9	0.2%
0.725	9	0.2%
0.872	8	0.1%
0.647	8	0.1%
0.632	7	0.1%
0.658	7	0.1%
0.52	7	0.1%
0.82	7	0.1%
Other values (4474)	5772	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00198	1	< 0.1%
0.00249	2	< 0.1%
0.00459	1	< 0.1%
0.005	1	< 0.1%
0.00835	2	< 0.1%
0.01305	1	< 0.1%
0.0144	1	< 0.1%
0.0156	1	< 0.1%
0.0175	1	< 0.1%
0.01835	1	< 0.1%

Value	Count	Frequency (%)
0.9995	1	< 0.1%
0.999	1	< 0.1%
0.998	1	< 0.1%
0.994666667	1	< 0.1%
0.9935	1	< 0.1%
0.9925	1	< 0.1%
0.992	2	< 0.1%
0.991	3	0.1%
0.99	1	< 0.1%
0.989	2	< 0.1%

valence
Real number (ℝ)

HIGH CORRELATION

Distinct	4480
Distinct (%)	76.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54514213

Minimum	0.02785
Maximum	0.98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	0.02785
5-th percentile	0.196
Q1	0.40964463
median	0.554
Q3	0.689
95-th percentile	0.871
Maximum	0.98
Range	0.95215
Interquartile range (IQR)	0.27935537

Descriptive statistics

Standard deviation	0.20027032
Coefficient of variation (CV)	0.36737268
Kurtosis	-0.42368669
Mean	0.54514213
Median Absolute Deviation (MAD)	0.13993788
Skewness	-0.18790922
Sum	3191.262
Variance	0.040108202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.649	11	0.2%
0.679	8	0.1%
0.471	8	0.1%
0.667	8	0.1%
0.96	7	0.1%
0.777	7	0.1%
0.755	7	0.1%
0.961	7	0.1%
0.64	7	0.1%
0.601	7	0.1%
Other values (4470)	5777	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02785	1	< 0.1%
0.0279	1	< 0.1%
0.03055	1	< 0.1%
0.032675	1	< 0.1%
0.0328	1	< 0.1%
0.03312	1	< 0.1%
0.03505	1	< 0.1%
0.0352	1	< 0.1%
0.03585	1	< 0.1%
0.0364	1	< 0.1%

Value	Count	Frequency (%)
0.98	1	< 0.1%
0.979	2	< 0.1%
0.978	1	< 0.1%
0.976	1	< 0.1%
0.972	2	< 0.1%
0.971	1	< 0.1%
0.97	2	< 0.1%
0.96975	1	< 0.1%
0.969	2	< 0.1%
0.968	3	0.1%

tempo
Real number (ℝ)

Distinct	5769
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120.35704

Minimum	30.946
Maximum	206.68
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	30.946
5-th percentile	90.49925
Q1	109.46207
median	119.31151
Q3	129.84401
95-th percentile	154.2951
Maximum	206.68
Range	175.734
Interquartile range (IQR)	20.381941

Descriptive statistics

Standard deviation	19.170434
Coefficient of variation (CV)	0.15927971
Kurtosis	1.7917952
Mean	120.35704
Median Absolute Deviation (MAD)	10.195527
Skewness	0.57041135
Sum	704570.1
Variance	367.50555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120.4341133	3	0.1%
141.227	3	0.1%
103.7140321	3	0.1%
150.238	3	0.1%
113.325	3	0.1%
193.041	3	0.1%
101.3285	2	< 0.1%
114.176	2	< 0.1%
130.693	2	< 0.1%
83.444	2	< 0.1%
Other values (5759)	5828	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.946	1	< 0.1%
55.807	1	< 0.1%
56.45466667	1	< 0.1%
58.66	1	< 0.1%
59.592	1	< 0.1%
62.825	1	< 0.1%
64.979	1	< 0.1%
66.668	1	< 0.1%
67.117	2	< 0.1%
67.469	1	< 0.1%

Value	Count	Frequency (%)
206.68	1	< 0.1%
205.703	1	< 0.1%
203.179	1	< 0.1%
202.409	1	< 0.1%
202.318	1	< 0.1%
201.885	1	< 0.1%
201.712	1	< 0.1%
200.033	1	< 0.1%
199.693	1	< 0.1%
199.04	1	< 0.1%

loudness
Real number (ℝ)

HIGH CORRELATION

Distinct	5653
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-9.9564999

Minimum	-40.147
Maximum	1.342
Zeros	0
Zeros (%)	0.0%
Negative	5853
Negative (%)	> 99.9%
Memory size	45.9 KiB

Quantile statistics

Minimum	-40.147
5-th percentile	-17.202964
Q1	-12.240257
median	-9.528125
Q3	-6.8652932
95-th percentile	-4.35678
Maximum	1.342
Range	41.489
Interquartile range (IQR)	5.3749636

Descriptive statistics

Standard deviation	4.1796367
Coefficient of variation (CV)	-0.41978976
Kurtosis	2.9341953
Mean	-9.9564999
Median Absolute Deviation (MAD)	2.689375
Skewness	-1.10618
Sum	-58285.35
Variance	17.469363
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-7.305	3	0.1%
-6.944	3	0.1%
-5.384	3	0.1%
-10.384	3	0.1%
-9.344	3	0.1%
-17.88647857	3	0.1%
-12.22543333	3	0.1%
-5.541	3	0.1%
-6.979	3	0.1%
-20.396	3	0.1%
Other values (5643)	5824	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-40.147	1	< 0.1%
-35.951	1	< 0.1%
-35.116	1	< 0.1%
-34.366	2	< 0.1%
-33.47625	1	< 0.1%
-33.475	2	< 0.1%
-32.667	1	< 0.1%
-32.652	1	< 0.1%
-32.347	1	< 0.1%
-30.84	1	< 0.1%

Value	Count	Frequency (%)
1.342	1	< 0.1%
-0.19	1	< 0.1%
-0.866	1	< 0.1%
-1.092	1	< 0.1%
-1.158	1	< 0.1%
-1.387	1	< 0.1%
-1.714	1	< 0.1%
-1.731	1	< 0.1%
-1.847	1	< 0.1%
-1.987	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	331.7 KiB

1	4808
0	1046

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5854
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	4808	82.1%
0	1046	17.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	4808	82.1%
0	1046	17.9%

Most occurring characters

Value	Count	Frequency (%)
1	4808	82.1%
0	1046	17.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5854	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	4808	82.1%
0	1046	17.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	5854	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	4808	82.1%
0	1046	17.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5854	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	4808	82.1%
0	1046	17.9%

key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5133242

Minimum	0
Maximum	11
Zeros	673
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.5183845
Coefficient of variation (CV)	0.63816028
Kurtosis	-1.2332734
Mean	5.5133242
Median Absolute Deviation (MAD)	3
Skewness	-0.13070669
Sum	32275
Variance	12.37903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
7	934	16.0%
9	742	12.7%
0	673	11.5%
2	641	10.9%
5	530	9.1%
11	463	7.9%
1	403	6.9%
4	387	6.6%
10	361	6.2%
6	321	5.5%
Other values (2)	399	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	673	11.5%
1	403	6.9%
2	641	10.9%
3	129	2.2%
4	387	6.6%
5	530	9.1%
6	321	5.5%
7	934	16.0%
8	270	4.6%
9	742	12.7%

Value	Count	Frequency (%)
11	463	7.9%
10	361	6.2%
9	742	12.7%
8	270	4.6%
7	934	16.0%
6	321	5.5%
5	530	9.1%
4	387	6.6%
3	129	2.2%
2	641	10.9%

acousticness
Real number (ℝ)

HIGH CORRELATION

Distinct	5261
Distinct (%)	89.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.34356747

Minimum	1.01 × 10^-6
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	1.01 × 10^-6
5-th percentile	0.0017
Q1	0.081455
median	0.268
Q3	0.57711111
95-th percentile	0.88835
Maximum	0.996
Range	0.99599899
Interquartile range (IQR)	0.49565611

Descriptive statistics

Standard deviation	0.29486997
Coefficient of variation (CV)	0.85825928
Kurtosis	-0.90860929
Mean	0.34356747
Median Absolute Deviation (MAD)	0.21974735
Skewness	0.5918281
Sum	2011.244
Variance	0.086948302
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.35	6	0.1%
0.988	5	0.1%
0.367	5	0.1%
0.273	5	0.1%
0.299	5	0.1%
0.815	5	0.1%
0.102	5	0.1%
0.125	4	0.1%
0.2	4	0.1%
0.161	4	0.1%
Other values (5251)	5806	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.01 × 10^-6	1	< 0.1%
1.41 × 10^-6	1	< 0.1%
1.59 × 10^-6	1	< 0.1%
3.37 × 10^-6	1	< 0.1%
3.48 × 10^-6	1	< 0.1%
4.12 × 10^-6	1	< 0.1%
4.21 × 10^-6	1	< 0.1%
4.41 × 10^-6	1	< 0.1%
4.45 × 10^-6	1	< 0.1%
6.51 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	3	0.1%
0.9948125	1	< 0.1%
0.994666667	1	< 0.1%
0.993	2	< 0.1%
0.992	4	0.1%
0.991333333	1	< 0.1%
0.991	2	< 0.1%
0.990070423	1	< 0.1%
0.99	2	< 0.1%
0.9895	1	< 0.1%

instrumentalness
Real number (ℝ)

ZEROS

Distinct	4931
Distinct (%)	84.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13233422

Minimum	0
Maximum	0.973
Zeros	481
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.7 × 10^-5
median	0.0088016735
Q3	0.14299193
95-th percentile	0.748425
Maximum	0.973
Range	0.973
Interquartile range (IQR)	0.14289493

Descriptive statistics

Standard deviation	0.23352957
Coefficient of variation (CV)	1.7646953
Kurtosis	2.9427987
Mean	0.13233422
Median Absolute Deviation (MAD)	0.0088016735
Skewness	1.9953195
Sum	774.6845
Variance	0.054536058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	481	8.2%
1.18 × 10^-5	7	0.1%
2.54 × 10^-5	5	0.1%
2.51 × 10^-5	5	0.1%
1.02 × 10^-5	5	0.1%
0.00225	4	0.1%
0.832	4	0.1%
1.16 × 10^-5	4	0.1%
0.00212	4	0.1%
1.3 × 10^-5	4	0.1%
Other values (4921)	5331	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	481	8.2%
6.65 × 10^-8	1	< 0.1%
7.23 × 10^-8	1	< 0.1%
8.21 × 10^-8	1	< 0.1%
8.83 × 10^-8	1	< 0.1%
1.09 × 10^-7	1	< 0.1%
1.28 × 10^-7	1	< 0.1%
1.46 × 10^-7	1	< 0.1%
1.54 × 10^-7	1	< 0.1%
1.69 × 10^-7	1	< 0.1%

Value	Count	Frequency (%)
0.973	1	< 0.1%
0.963	1	< 0.1%
0.962	1	< 0.1%
0.957	1	< 0.1%
0.9525	1	< 0.1%
0.951	3	0.1%
0.949	1	< 0.1%
0.9436875	1	< 0.1%
0.943	2	< 0.1%
0.942	1	< 0.1%

liveness
Real number (ℝ)

Distinct	4752
Distinct (%)	81.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19572715

Minimum	0.0116
Maximum	0.973
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	0.0116
5-th percentile	0.0792325
Q1	0.12493889
median	0.16995917
Q3	0.22936382
95-th percentile	0.39226889
Maximum	0.973
Range	0.9614
Interquartile range (IQR)	0.10442493

Descriptive statistics

Standard deviation	0.11616136
Coefficient of variation (CV)	0.59348617
Kurtosis	10.327332
Mean	0.19572715
Median Absolute Deviation (MAD)	0.049927143
Skewness	2.6256233
Sum	1145.7867
Variance	0.01349346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.103	16	0.3%
0.102	16	0.3%
0.109	15	0.3%
0.108	14	0.2%
0.106	13	0.2%
0.115	12	0.2%
0.122	12	0.2%
0.111	12	0.2%
0.117	11	0.2%
0.162	11	0.2%
Other values (4742)	5722	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0116	1	< 0.1%
0.0222	1	< 0.1%
0.0224	1	< 0.1%
0.025	1	< 0.1%
0.0258	1	< 0.1%
0.0269	1	< 0.1%
0.0278	1	< 0.1%
0.0302	1	< 0.1%
0.03045	1	< 0.1%
0.0311	2	< 0.1%

Value	Count	Frequency (%)
0.973	1	< 0.1%
0.972	1	< 0.1%
0.965	1	< 0.1%
0.964	1	< 0.1%
0.962	1	< 0.1%
0.96	2	< 0.1%
0.951	1	< 0.1%
0.95	1	< 0.1%
0.932	2	< 0.1%
0.922	1	< 0.1%

speechiness
Real number (ℝ)

Distinct	4363
Distinct (%)	74.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.069695683

Minimum	0.0232
Maximum	0.958
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	0.0232
5-th percentile	0.030580416
Q1	0.038141965
median	0.048661667
Q3	0.07289
95-th percentile	0.171935
Maximum	0.958
Range	0.9348
Interquartile range (IQR)	0.034748036

Descriptive statistics

Standard deviation	0.075353648
Coefficient of variation (CV)	1.081181
Kurtosis	66.380112
Mean	0.069695683
Median Absolute Deviation (MAD)	0.013258644
Skewness	6.9468248
Sum	407.99853
Variance	0.0056781722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0367	12	0.2%
0.0328	11	0.2%
0.0372	11	0.2%
0.0356	11	0.2%
0.0331	10	0.2%
0.0314	10	0.2%
0.0352	9	0.2%
0.0353	9	0.2%
0.0307	9	0.2%
0.0312	9	0.2%
Other values (4353)	5753	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0232	1	< 0.1%
0.0236	1	< 0.1%
0.024	1	< 0.1%
0.0243	1	< 0.1%
0.0245	2	< 0.1%
0.0246	2	< 0.1%
0.0252	2	< 0.1%
0.0253	1	< 0.1%
0.0256	3	0.1%
0.0257	1	< 0.1%

Value	Count	Frequency (%)
0.958	1	< 0.1%
0.95	1	< 0.1%
0.948	1	< 0.1%
0.945	2	< 0.1%
0.9416	1	< 0.1%
0.9396	1	< 0.1%
0.936666667	1	< 0.1%
0.924	1	< 0.1%
0.92	1	< 0.1%
0.913	1	< 0.1%

duration_ms
Real number (ℝ)

Distinct	5745
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	246334.3

Minimum	45707
Maximum	1640000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	45707
5-th percentile	150900.48
Q1	197228.25
median	234992.78
Q3	276223.93
95-th percentile	384574.24
Maximum	1640000
Range	1594293
Interquartile range (IQR)	78995.679

Descriptive statistics

Standard deviation	83670.17
Coefficient of variation (CV)	0.33966106
Kurtosis	36.952699
Mean	246334.3
Median Absolute Deviation (MAD)	39086.309
Skewness	3.7299188
Sum	1.442041 × 10⁹
Variance	7.0006974 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
465713.5	3	0.1%
304491.34	3	0.1%
179800	3	0.1%
627330	3	0.1%
310919.1286	3	0.1%
181733	3	0.1%
197333	2	< 0.1%
183440	2	< 0.1%
427360	2	< 0.1%
265627	2	< 0.1%
Other values (5735)	5828	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45707	1	< 0.1%
66333	1	< 0.1%
70587.61538	1	< 0.1%
71400	1	< 0.1%
74033.5	1	< 0.1%
74320	1	< 0.1%
79333	1	< 0.1%
85206.5	1	< 0.1%
87896.75	1	< 0.1%
88822	1	< 0.1%

Value	Count	Frequency (%)
1640000	1	< 0.1%
1415707	1	< 0.1%
1260000	1	< 0.1%
1204090	1	< 0.1%
1187042	1	< 0.1%
1171360	1	< 0.1%
1087660	1	< 0.1%
902051.8788	1	< 0.1%
860706.8	1	< 0.1%
853670	1	< 0.1%

popularity
Real number (ℝ)

HIGH CORRELATION

Distinct	2652
Distinct (%)	45.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.595845

Minimum	0
Maximum	81
Zeros	33
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	0
5-th percentile	14.333333
Q1	32.333333
median	40.285714
Q3	48.5
95-th percentile	59.5
Maximum	81
Range	81
Interquartile range (IQR)	16.166667

Descriptive statistics

Standard deviation	13.229546
Coefficient of variation (CV)	0.3341145
Kurtosis	0.52266759
Mean	39.595845
Median Absolute Deviation (MAD)	8.0754386
Skewness	-0.50656529
Sum	231794.08
Variance	175.02089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	81	1.4%
40	81	1.4%
39	72	1.2%
43	71	1.2%
44	67	1.1%
46	67	1.1%
37	66	1.1%
41	63	1.1%
38	62	1.1%
35	62	1.1%
Other values (2642)	5162	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	0.6%
0.2	1	< 0.1%
0.301724138	1	< 0.1%
0.333333333	1	< 0.1%
0.384615385	1	< 0.1%
0.410958904	1	< 0.1%
0.538461538	1	< 0.1%
0.571428571	1	< 0.1%
0.6	1	< 0.1%
0.823529412	1	< 0.1%

Value	Count	Frequency (%)
81	1	< 0.1%
77.50704225	1	< 0.1%
77.03846154	1	< 0.1%
77	1	< 0.1%
76.83333333	1	< 0.1%
76	1	< 0.1%
74.8	1	< 0.1%
74	2	< 0.1%
73.5	2	< 0.1%
73.24193548	1	< 0.1%

count
Real number (ℝ)

Distinct	300
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.948241

Minimum	1
Maximum	1369
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	45.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	10
Q3	31
95-th percentile	140
Maximum	1369
Range	1368
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	77.829416
Coefficient of variation (CV)	2.2925906
Kurtosis	78.902769
Mean	33.948241
Median Absolute Deviation (MAD)	8
Skewness	7.3327496
Sum	198733
Variance	6057.418
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	1100	18.8%
4	583	10.0%
6	388	6.6%
8	276	4.7%
10	240	4.1%
12	201	3.4%
14	160	2.7%
18	148	2.5%
16	148	2.5%
1	139	2.4%
Other values (290)	2471	42.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	139	2.4%
2	1100	18.8%
3	78	1.3%
4	583	10.0%
5	76	1.3%
6	388	6.6%
7	68	1.2%
8	276	4.7%
9	44	0.8%
10	240	4.1%

Value	Count	Frequency (%)
1369	1	< 0.1%
1207	1	< 0.1%
1104	1	< 0.1%
1095	1	< 0.1%
1092	1	< 0.1%
1035	1	< 0.1%
994	1	< 0.1%
990	1	< 0.1%
938	1	< 0.1%
864	1	< 0.1%

Auto

Heatmap
Table

	artist_id	danceability	energy	valence	tempo	loudness	key	acousticness	instrumentalness	liveness	speechiness	duration_ms	popularity	count	mode
artist_id	1.000	0.027	0.059	-0.076	-0.003	0.131	-0.019	-0.071	-0.054	-0.017	0.038	-0.028	0.198	-0.023	0.048
danceability	0.027	1.000	0.007	0.564	-0.123	0.073	0.012	-0.026	-0.188	-0.184	0.088	-0.014	0.170	-0.042	0.147
energy	0.059	0.007	1.000	0.193	0.331	0.784	0.046	-0.793	-0.107	0.198	0.277	0.017	0.355	-0.107	0.055
valence	-0.076	0.564	0.193	1.000	0.094	0.073	0.011	-0.061	-0.157	-0.008	0.057	-0.220	-0.128	-0.021	0.067
tempo	-0.003	-0.123	0.331	0.094	1.000	0.250	0.016	-0.291	-0.045	0.066	0.100	-0.061	0.103	-0.000	0.056
loudness	0.131	0.073	0.784	0.073	0.250	1.000	0.035	-0.615	-0.310	0.129	0.204	-0.068	0.521	-0.091	0.086
key	-0.019	0.012	0.046	0.011	0.016	0.035	1.000	-0.061	-0.018	-0.008	0.019	-0.008	0.033	-0.037	0.151
acousticness	-0.071	-0.026	-0.793	-0.061	-0.291	-0.615	-0.061	1.000	0.075	-0.083	-0.179	-0.121	-0.396	0.144	0.080
instrumentalness	-0.054	-0.188	-0.107	-0.157	-0.045	-0.310	-0.018	0.075	1.000	-0.018	-0.026	0.244	-0.237	0.202	0.089
liveness	-0.017	-0.184	0.198	-0.008	0.066	0.129	-0.008	-0.083	-0.018	1.000	0.178	-0.069	-0.081	0.212	0.095
speechiness	0.038	0.088	0.277	0.057	0.100	0.204	0.019	-0.179	-0.026	0.178	1.000	-0.032	0.026	0.082	0.071
duration_ms	-0.028	-0.014	0.017	-0.220	-0.061	-0.068	-0.008	-0.121	0.244	-0.069	-0.032	1.000	0.125	-0.008	0.122
popularity	0.198	0.170	0.355	-0.128	0.103	0.521	0.033	-0.396	-0.237	-0.081	0.026	0.125	1.000	-0.138	0.109
count	-0.023	-0.042	-0.107	-0.021	-0.000	-0.091	-0.037	0.144	0.202	0.212	0.082	-0.008	-0.138	1.000	0.067
mode	0.048	0.147	0.055	0.067	0.056	0.086	0.151	0.080	0.089	0.095	0.071	0.122	0.109	0.067	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	artist_name	artist_id	danceability	energy	valence	tempo	loudness	mode	key	acousticness	instrumentalness	liveness	speechiness	duration_ms	popularity	count
0	Frank Sinatra	792507	0.384478	0.238017	0.364288	110.181698	-14.271141	1	5	0.735648	0.020855	0.232106	0.049614	189179.9255	26.004383	1369
1	Vladimir Horowitz	119107	0.343210	0.118844	0.225951	94.900679	-23.193418	1	1	0.990070	0.879508	0.183812	0.043360	266541.1251	3.592378	1207
2	Johnny Cash	816890	0.619803	0.449381	0.680662	115.037747	-11.593104	1	10	0.685637	0.022647	0.242243	0.098216	162279.2672	26.614130	1104
3	Billie Holiday	79016	0.572637	0.201368	0.498934	109.912172	-13.225966	1	5	0.908499	0.013064	0.217727	0.062432	185131.4530	15.621005	1095
4	Bob Dylan	66915	0.512598	0.477932	0.551934	126.160149	-11.184330	1	7	0.562567	0.034211	0.308978	0.064535	256713.4203	30.860806	1092
5	The Rolling Stones	894465	0.524446	0.719915	0.655332	123.764717	-7.830265	1	0	0.293788	0.176137	0.268443	0.051440	229705.9623	34.573913	1035
6	The Beach Boys	41874	0.502945	0.532131	0.633957	125.992036	-9.925742	1	9	0.398488	0.115363	0.191189	0.043971	148845.0946	27.957746	994
7	Elvis Presley	180228	0.495843	0.426308	0.621249	111.489453	-12.893730	1	0	0.741412	0.053623	0.247346	0.058278	156211.0354	33.391919	990
8	Wolfgang Amadeus Mozart	26350	0.353346	0.137869	0.330529	108.604340	-20.174257	1	7	0.961572	0.508881	0.188828	0.068485	329702.9243	8.936034	938
9	Miles Davis	423829	0.460221	0.308229	0.417860	113.550382	-14.526619	0	0	0.655711	0.205073	0.219762	0.054571	404023.4456	22.700231	864

	artist_name	artist_id	danceability	energy	valence	tempo	loudness	mode	key	acousticness	instrumentalness	liveness	speechiness	duration_ms	popularity	count
5844	Jonn Hart	3043787	0.686	0.541	0.237	96.965	-6.643	0	4	0.097100	0.000000	0.4230	0.0356	189613.0	49.0	1
5845	Hiatus Kaiyote	3045620	0.552	0.531	0.324	91.573	-6.767	1	8	0.656000	0.000052	0.1100	0.1250	275320.0	57.0	1
5846	Gawvi	3099573	0.683	0.630	0.452	159.927	-5.146	1	1	0.320000	0.000000	0.2220	0.0587	203325.0	60.0	1
5847	Adrian Marcel	3120458	0.849	0.534	0.599	102.014	-6.365	1	4	0.047200	0.000000	0.2500	0.0699	237653.0	59.0	1
5848	Karen Harding	3308665	0.701	0.667	0.675	119.975	-6.177	1	7	0.012100	0.000007	0.1480	0.0361	213135.0	67.0	1
5849	Natalie La Rose	3359519	0.830	0.520	0.735	104.990	-8.714	1	0	0.000792	0.000013	0.0656	0.0376	189907.0	64.0	1
5850	Sarah Ross	3381566	0.721	0.944	0.626	85.002	-5.982	1	8	0.013000	0.000000	0.3200	0.1590	262760.0	52.0	1
5851	Rotimi	3410250	0.637	0.501	0.431	103.993	-6.148	0	0	0.229000	0.000059	0.0990	0.1870	185461.0	71.0	1
5852	Jillian Jacqueline	3455945	0.547	0.672	0.283	155.791	-5.023	1	11	0.304000	0.000000	0.0996	0.0496	213133.0	58.0	1
5853	Jaira Burns	3639618	0.566	0.769	0.385	170.036	-4.342	1	7	0.018300	0.000000	0.1080	0.0872	191100.0	74.0	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Other Punctuation

Decimal Number

Currency Symbol

Modifier Symbol

Dash Punctuation

Other Number

Math Symbol

Initial Punctuation

Space Separator

Other Symbol

Format

Other Letter

Close Punctuation

Open Punctuation

Control

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Punctuation

Modifier Letters

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample